Results
RF:
Only PTT :
- ('Mean Absolute Error:', 10.998747334363163)
- ('Mean Squared Error:', 190.89363439050632)
- ('Root Mean Squared Error:', 13.816426252490414)
- Variance score: 0.03
Only alpha:
('Mean Absolute Error:', 13.205269616168627)
('Mean Squared Error:', 275.10538692078757)
('Root Mean Squared Error:', 16.586301182626208)
Variance score: -0.39
Only PIR :
- ('Mean Absolute Error:', 12.806285201443226)
- ('Mean Squared Error:', 264.7855435175469)
- ('Root Mean Squared Error:', 16.272232284402374)
- Variance score: -0.34
PTT +
1. PPG features :
('Mean Absolute Error:', 10.929214286836389)
('Mean Squared Error:', 191.98721691630013)
('Root Mean Squared Error:', 13.855945183072143)
Variance score: 0.03
2. alpha :
- ('Mean Absolute Error:', 11.802171679912963)
- ('Mean Squared Error:', 224.25717918494752)
- ('Root Mean Squared Error:', 14.975218835961881)
- Variance score: -0.14
3. PIR:
- ('Mean Absolute Error:', 11.831213292727405)
- ('Mean Squared Error:', 228.27044327522248)
- ('Root Mean Squared Error:', 15.108621488250424)
- Variance score: -0.16
4. Ih,Il
('Mean Absolute Error:', 10.927139503886439)
('Mean Squared Error:', 193.73519913639797)
('Root Mean Squared Error:', 13.918879234205532)
Variance score: 0.02
5. il, meu, hr:
- ('Mean Absolute Error:', 10.284481052297966)
- ('Mean Squared Error:', 177.14756410036549)
- ('Root Mean Squared Error:', 13.309679338750634)
- Variance score: 0.10
6. HR :
- ('Mean Absolute Error:', 11.518969855491266)
- ('Mean Squared Error:', 218.84817615081369)
- ('Root Mean Squared Error:', 14.793518045103864)
- Variance score: -0.11
7. alpha,pir:
- ('Mean Absolute Error:', 10.838112417861232)
- ('Mean Squared Error:', 191.52803449106065)
- ('Root Mean Squared Error:', 13.839365393364707)
- Variance score: 0.03
8. ih,il,hr,meu:
('Mean Absolute Error:', 10.305250095674079)
('Mean Squared Error:', 176.06345915463643)
('Root Mean Squared Error:', 13.268890652750004)
Variance score: 0.11
9. il,meu,hr + PPG features :
- ('Mean Absolute Error:', 10.19071677729738)
- ('Mean Squared Error:', 170.35380164725964)
- ('Root Mean Squared Error:', 13.051965432350013)
- Variance score: 0.14
ALL :
- ('Mean Absolute Error:', 10.177515402533292)
- ('Mean Squared Error:', 168.89918077394336)
- ('Root Mean Squared Error:', 12.99612175896884)
- Variance score: 0.14